{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R \n",
    "ggplot(mtcars,aes(x=mpg,y=wt)) + geom_point()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 配色方案"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R\n",
    "library(RColorBrewer)\n",
    "display.brewer.all()\n",
    "library(\"gcookbook\")\n",
    "ggplot(uspopage, aes(x=Year, y=Thousands,fill=AgeGroup))+geom_area()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "scipython",
   "language": "python",
   "name": "scipython"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
